{"id":"W7133069476","doi":"","title":"Secondary School Mathematics Teacher Candidates' Research Pedagogical and Content Knowledge","year":2014,"lang":"en","type":"dissertation","venue":"TSpace","topic":"Mathematics Education and Teaching Techniques","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Perspective (graphical); Teacher education; Educational research; Content analysis; Content (measure theory); Knowledge level","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003227814,0.0001833278,0.0004070101,0.001325231,0.001898135,0.00296365,0.0003240303,0.0004841242,0.01797079],"category_scores_gemma":[0.007259625,0.0002466927,0.0002801247,0.0007526611,0.0006777789,0.0007194086,0.001445825,0.0006327468,0.004275134],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001086237,"about_ca_system_score_gemma":0.003037715,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001214549,"about_ca_topic_score_gemma":0.003971413,"domain_scores_codex":[0.9978613,0.0006769348,0.0001566177,0.0002190885,0.0006474918,0.00043855],"domain_scores_gemma":[0.9941695,0.001329221,0.0007539804,0.0004369508,0.001594341,0.00171601],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0008278064,0.002429107,0.5338819,0.001068469,0.00003563318,0.002166739,0.1522955,0.0002268501,0.01831654,0.01019904,0.02018731,0.2583652],"study_design_scores_gemma":[0.00007467686,0.002200928,0.6668544,0.0005642158,0.00004125814,0.00167518,0.1703568,0.0005358495,0.008691631,0.001902715,0.1470618,0.00004056109],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9782919,0.0002334037,0.0006419903,0.0008991138,0.0000529174,0.0002253626,0.0002695088,0.00002237249,0.01936351],"genre_scores_gemma":[0.9641383,0.0002511553,0.001083663,0.0001393421,0.00002174272,0.0002360099,0.0002670441,0.00001116701,0.03385162],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01797079,"threshold_uncertainty_score":0.06011832,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3885563517315467,"score_gpt":0.5747392660597761,"score_spread":0.1861829143282294,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}